What BeshmarAI is
BeshmarAI is a focused visual counting assistant for pharmacy teams, caregivers, researchers, and other users who need a fast suggested count that can still be inspected. The public edition is available as a browser-based Progressive Web App and does not require an account, phone verification, OTP, payment, or subscription.
How the public edition works
The application, ONNX Runtime assets, and verified model chunks are served as static files. Inference runs in the browser on the user's own device, using WebGPU when a stable compatible path is available or WebAssembly on the CPU as the compatibility route. Counting images are not sent to a remote image-inference endpoint.
Why the result remains reviewable
BeshmarAI presents a suggested count together with visual detections so the user can inspect what the model counted. Overlap, glare, focus, framing, camera quality, browser behaviour, and device performance can all affect a computer-vision result. A responsible human check therefore remains mandatory.
Who builds and maintains the project?
BeshmarAI and this public edition are created and maintained by Ali Ghorbani Bargani. Product support, public documentation, runtime compatibility, and the public GitHub Pages edition are maintained through the contact channels below.
Creator & maintainer
Ali Ghorbani Bargani
Product development and maintenance of the public edition
Phone support
+98 921 331 4813
For product and technical support
Email support
[email protected]
Include your device, browser, and exact error message
Profiles and project links
Visit the creator's GitHub profile and LinkedIn profile, review the public source in the BeshmarAI-Free repository, or open the pill-counting application.
Public source and private boundary
The public source is intentionally separated from the private platform. It excludes the private backend, database, mobile-number authentication, OTP, payment, subscription, administration systems, production credentials, private telemetry, and private Git history.
Safety before operational use
BeshmarAI does not identify medicine, prescribe treatment, verify a dose, or replace professional and legal procedures. Read the safety guide and review every result before using it in an operational workflow.